{
 "cells": [
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# RL4CO Quickstart Notebook\n",
    "\n",
    "<a href=\"https://colab.research.google.com/github/ai4co/rl4co/blob/main/examples/1-quickstart.ipynb\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"></a>\n",
    "\n",
    "[**Documentation**](https://rl4co.readthedocs.io/) |  [**Getting Started**](https://github.com/ai4co/rl4co/tree/main#getting-started) | [**Usage**](https://github.com/ai4co/rl4co/tree/main#usage) | [**Contributing**](#contributing) | [**Paper**](https://arxiv.org/abs/2306.17100) | [**Citation**](#cite-us)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In this notebook we will train the AttentionModel (AM) on the TSP environment for 20 nodes. On a GPU, this should less than 2 minutes!  🚀"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![Alt text](https://user-images.githubusercontent.com/48984123/245925317-0db4efdd-1c93-4991-8f09-f3c6c1f35d60.png)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Installation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "## Uncomment the following line to install the package from PyPI\n",
    "## You may need to restart the runtime in Colab after this\n",
    "## Remember to choose a GPU runtime for faster training!\n",
    "\n",
    "# !pip install rl4co"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Imports"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The autoreload extension is already loaded. To reload it, use:\n",
      "  %reload_ext autoreload\n"
     ]
    }
   ],
   "source": [
    "%load_ext autoreload\n",
    "%autoreload 2\n",
    "\n",
    "import torch\n",
    "\n",
    "from rl4co.envs import TSPEnv\n",
    "from rl4co.models import AttentionModelPolicy, REINFORCE\n",
    "from rl4co.utils.trainer import RL4COTrainer"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Environment, Policy and Model\n",
    "\n",
    "Full documentation of:https://rl4.co/docs/content/api/envs/base/\n",
    "\n",
    "- Base environment class [here](https://rl4.co/docs/content/api/envs/base/)\n",
    "- Base policy class [here](https://rl4.co/docs/content/api/networks/base_policies/)\n",
    "- Base model class [here](https://rl4.co/docs/content/api/rl/base/)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "# RL4CO env based on TorchRL\n",
    "env = TSPEnv(generator_params={'num_loc': 50})\n",
    "\n",
    "# Policy: neural network, in this case with encoder-decoder architecture\n",
    "policy = AttentionModelPolicy(env_name=env.name, \n",
    "                              embed_dim=128,\n",
    "                              num_encoder_layers=3,\n",
    "                              num_heads=8,\n",
    "                            )\n",
    "\n",
    "# RL Model: REINFORCE and greedy rollout baseline\n",
    "model = REINFORCE(env, \n",
    "                    policy,\n",
    "                    baseline=\"rollout\",\n",
    "                    batch_size=512,\n",
    "                    train_data_size=100_000,\n",
    "                    val_data_size=10_000,\n",
    "                    optimizer_kwargs={\"lr\": 1e-4},\n",
    "                    ) "
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Test greedy rollout with untrained model and plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Problem 1 | Cost: 10.648\n",
      "Problem 2 | Cost: 9.375\n",
      "Problem 3 | Cost: 11.713\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Greedy rollouts over untrained policy\n",
    "device = torch.device(\"cuda\" if torch.cuda.is_available() else \"cpu\")\n",
    "td_init = env.reset(batch_size=[3]).to(device)\n",
    "policy = policy.to(device)\n",
    "out = policy(td_init.clone(), phase=\"test\", decode_type=\"greedy\", return_actions=True)\n",
    "actions_untrained = out['actions'].cpu().detach()\n",
    "rewards_untrained = out['reward'].cpu().detach()\n",
    "\n",
    "for i in range(3):\n",
    "    print(f\"Problem {i+1} | Cost: {-rewards_untrained[i]:.3f}\")\n",
    "    env.render(td_init[i], actions_untrained[i])"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Trainer\n",
    "\n",
    "The RL4CO trainer is a wrapper around PyTorch Lightning's `Trainer` class which adds some functionality and more efficient defaults"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Using 16bit Automatic Mixed Precision (AMP)\n",
      "GPU available: True (cuda), used: True\n",
      "GPU available: True (cuda), used: True\n",
      "TPU available: False, using: 0 TPU cores\n",
      "IPU available: False, using: 0 IPUs\n",
      "HPU available: False, using: 0 HPUs\n",
      "/home/botu/mambaforge/envs/rl4co/lib/python3.11/site-packages/lightning/pytorch/trainer/connectors/logger_connector/logger_connector.py:75: Starting from v1.9.0, `tensorboardX` has been removed as a dependency of the `lightning.pytorch` package, due to potential conflicts with other packages in the ML ecosystem. For this reason, `logger=True` will use `CSVLogger` as the default logger, unless the `tensorboard` or `tensorboardX` packages are found. Please `pip install lightning[extra]` or one of them to enable TensorBoard support by default\n"
     ]
    }
   ],
   "source": [
    "trainer = RL4COTrainer(\n",
    "    max_epochs=3,\n",
    "    accelerator=\"gpu\",\n",
    "    devices=1,\n",
    "    logger=None,\n",
    ")"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Fit the model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "val_file not set. Generating dataset instead\n",
      "test_file not set. Generating dataset instead\n",
      "LOCAL_RANK: 0 - CUDA_VISIBLE_DEVICES: [0,1]\n",
      "\n",
      "  | Name     | Type                 | Params\n",
      "--------------------------------------------------\n",
      "0 | env      | TSPEnv               | 0     \n",
      "1 | policy   | AttentionModelPolicy | 710 K \n",
      "2 | baseline | WarmupBaseline       | 710 K \n",
      "--------------------------------------------------\n",
      "1.4 M     Trainable params\n",
      "0         Non-trainable params\n",
      "1.4 M     Total params\n",
      "5.681     Total estimated model params size (MB)\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "c15144babb9f45dba930de73d048e1f6",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Sanity Checking: |          | 0/? [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/botu/mambaforge/envs/rl4co/lib/python3.11/site-packages/lightning/pytorch/trainer/connectors/data_connector.py:441: The 'val_dataloader' does not have many workers which may be a bottleneck. Consider increasing the value of the `num_workers` argument` to `num_workers=31` in the `DataLoader` to improve performance.\n",
      "/home/botu/mambaforge/envs/rl4co/lib/python3.11/site-packages/lightning/pytorch/trainer/connectors/data_connector.py:441: The 'train_dataloader' does not have many workers which may be a bottleneck. Consider increasing the value of the `num_workers` argument` to `num_workers=31` in the `DataLoader` to improve performance.\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "cc2bcd945056421980966b46dc7e4550",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Training: |          | 0/? [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "93a0f74309a749b284d1f7a3f806c8f8",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Validation: |          | 0/? [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "01215f9fb5b440b0b858a08e7641e101",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Validation: |          | 0/? [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "b95b5b0ec80e4fba9a55448be14e94f2",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Validation: |          | 0/? [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "`Trainer.fit` stopped: `max_epochs=3` reached.\n"
     ]
    }
   ],
   "source": [
    "trainer.fit(model)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Testing"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1100x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1100x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1100x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Greedy rollouts over trained model (same states as previous plot)\n",
    "policy = model.policy.to(device)\n",
    "out = policy(td_init.clone(), phase=\"test\", decode_type=\"greedy\", return_actions=True)\n",
    "actions_trained = out['actions'].cpu().detach()\n",
    "\n",
    "# Plotting\n",
    "import matplotlib.pyplot as plt\n",
    "for i, td in enumerate(td_init):\n",
    "    fig, axs = plt.subplots(1,2, figsize=(11,5))\n",
    "    env.render(td, actions_untrained[i], ax=axs[0]) \n",
    "    env.render(td, actions_trained[i], ax=axs[1])\n",
    "    axs[0].set_title(f\"Untrained | Cost = {-rewards_untrained[i].item():.3f}\")\n",
    "    axs[1].set_title(r\"Trained $\\pi_\\theta$\" + f\"| Cost = {-out['reward'][i].item():.3f}\")"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can see that even after just 3 epochs, our trained AM is able to find much better solutions than the random policy! 🎉"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Optionally, save the checkpoint for later use (e.g. in tutorials/4-search-methods.ipynb)\n",
    "trainer.save_checkpoint(\"tsp-quickstart.ckpt\")"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "rl4co",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.8"
  },
  "orig_nbformat": 4
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
